Explore the map Methodology Blog

Clean, comparable regional data
for 5 countries — ready to analyze.

Sub-national socioeconomic data built only from official public sources, with one transparent composite-index methodology applied across all of them. Explore it free on the map, download the CSVs when you need to work with it.

Browse datasets ↓ Explore free first
1,129metrics
845districts
5countries
2.0Mdata points
25yrIsrael history

Datasets

One-time download · CSV (Excel / pandas / R ready) · composite scores + raw metrics + metric catalog included.
🇮🇱
★ Flagship

Israel — full

255 localities · 837 metrics · 6,078 score-rows · 2001–2025
  • The most complete English-labelled Israeli municipal dataset we know of
  • Every CBS metric hand-translated Hebrew → English
  • 25-year composite-index trajectory per locality
$149
Get it
🇩🇪

Germany — full

401 Kreise · 118 metrics · 2015–2026
  • Destatis Regionalstatistik + INKAR
  • Composite index + 3 axis sub-scores
$99
Get it
🇦🇪

UAE — full

109 districts · 69 metrics · incl. Dubai DLD
  • World Bank indicators + Dubai Land Department transactions
  • Real Q1-2026 real-estate transaction summary
$99
Get it
🇸🇦

Saudi Arabia — full

51 governorates · 56 metrics · 2015–2024
  • World Bank + GASTAT Census 2022
  • Composite index + axes
$69
Get it
🇶🇦

Qatar — full

29 municipalities · 49 metrics · 2015–2024
  • World Bank + Qatar PSA
  • Composite index + axes
$49
Get it
🌍
Best value

All 5 countries

Everything above · one bundle
  • All datasets, one download
  • Save ~$115 vs. buying separately
$349 save $115
Get the bundle
Subscriptions: Researcher tier (all 5 + quarterly refreshes, $29/mo) and API access (the same endpoints behind the live map, $49/mo) are available — email info@sky-mind.com. Custom cuts, additional metrics, white-label and bulk licenses from $500.

What's in each download

Composite scores

{cc}_scores.csv
  • Composite index per unit per year
  • 3 axis sub-scores (econ / demo / social)

Raw metrics

{cc}_metrics_long.csv
  • Every observation, long format
  • unit · metric · year · value

Metric catalog

{cc}_metric_catalog.csv
  • Labels, units, coverage %, year range, source

Units

{cc}_units.csv
  • Geographic units: id, name, lat/lon, region

How it's built

Each metric is min-max normalized within its country, grouped into three axes (economic / demographic / social-or-infrastructure), and combined into one composite score weighted 40/30/30. It is a descriptive within-country comparison reproducible from public source data — not a forecast, not a financial rating. Full method: sky-mind.com/methodology.